Pandas Profiling Report

Dataset statistics

Number of variables	23
Number of observations	67463
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	11.8 MiB
Average record size in memory	184.0 B

Variable types

Numeric	19
Categorical	4

Alerts

`Loan Status` is highly imbalanced (55.5%)	Imbalance
`Delinquency - two years` has 52054 (77.2%) zeros	Zeros
`Inquires - six months` has 60486 (89.7%) zeros	Zeros

Reproduction

Analysis started	2023-01-07 18:32:27.019462
Analysis finished	2023-01-07 18:34:03.381527
Duration	1 minute and 36.36 seconds
Software version	pandas-profiling vv3.6.2
Download configuration	config.json

Loan Amount
Real number (ℝ)

Distinct	27525
Distinct (%)	40.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16848.903

Minimum	1014
Maximum	35000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	527.2 KiB

Quantile statistics

Minimum	1014
5-th percentile	4485.1
Q1	10012
median	16073
Q3	22106
95-th percentile	31741
Maximum	35000
Range	33986
Interquartile range (IQR)	12094

Descriptive statistics

Standard deviation	8367.8657
Coefficient of variation (CV)	0.49664158
Kurtosis	-0.79813668
Mean	16848.903
Median Absolute Deviation (MAD)	6048
Skewness	0.28808301
Sum	1.1366775 × 10⁹
Variance	70021177
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15932	13	< 0.1%
14424	12	< 0.1%
15800	11	< 0.1%
15639	11	< 0.1%
15118	11	< 0.1%
14556	11	< 0.1%
14689	11	< 0.1%
15962	11	< 0.1%
15348	11	< 0.1%
15811	10	< 0.1%
Other values (27515)	67351	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1014	1	< 0.1%
1020	1	< 0.1%
1024	1	< 0.1%
1025	1	< 0.1%
1030	1	< 0.1%
1031	1	< 0.1%
1036	1	< 0.1%
1038	1	< 0.1%
1045	1	< 0.1%
1046	1	< 0.1%

Value	Count	Frequency (%)
35000	1	< 0.1%
34999	1	< 0.1%
34997	1	< 0.1%
34996	1	< 0.1%
34995	1	< 0.1%
34993	1	< 0.1%
34991	1	< 0.1%
34990	1	< 0.1%
34988	2	< 0.1%
34987	1	< 0.1%

Funded Amount
Real number (ℝ)

Distinct	24548
Distinct (%)	36.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15770.599

Minimum	1014
Maximum	34999
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	527.2 KiB

Quantile statistics

Minimum	1014
5-th percentile	5894.3
Q1	9266.5
median	13042
Q3	21793
95-th percentile	32112.8
Maximum	34999
Range	33985
Interquartile range (IQR)	12526.5

Descriptive statistics

Standard deviation	8150.9927
Coefficient of variation (CV)	0.51684737
Kurtosis	-0.61713242
Mean	15770.599
Median Absolute Deviation (MAD)	5097
Skewness	0.67263298
Sum	1.0639319 × 10⁹
Variance	66438681
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10835	16	< 0.1%
11034	15	< 0.1%
11451	14	< 0.1%
10728	14	< 0.1%
7691	14	< 0.1%
11187	14	< 0.1%
8860	13	< 0.1%
11080	13	< 0.1%
8795	13	< 0.1%
10946	13	< 0.1%
Other values (24538)	67324	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1014	1	< 0.1%
1032	1	< 0.1%
1080	1	< 0.1%
1087	1	< 0.1%
1098	1	< 0.1%
1153	1	< 0.1%
1154	1	< 0.1%
1163	1	< 0.1%
1179	1	< 0.1%
1236	1	< 0.1%

Value	Count	Frequency (%)
34999	2	< 0.1%
34998	2	< 0.1%
34995	1	< 0.1%
34994	1	< 0.1%
34993	1	< 0.1%
34988	1	< 0.1%
34986	2	< 0.1%
34983	1	< 0.1%
34982	2	< 0.1%
34977	1	< 0.1%

Funded Amount Investor
Real number (ℝ)

Distinct	67441
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14621.799

Minimum	1114.5902
Maximum	34999.746
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	527.2 KiB

Quantile statistics

Minimum	1114.5902
5-th percentile	6327.9798
Q1	9831.685
median	12793.682
Q3	17807.594
95-th percentile	28884.736
Maximum	34999.746
Range	33885.156
Interquartile range (IQR)	7975.9091

Descriptive statistics

Standard deviation	6785.3452
Coefficient of variation (CV)	0.46405678
Kurtosis	0.46186792
Mean	14621.799
Median Absolute Deviation (MAD)	3564.6612
Skewness	0.99013878
Sum	9.8643045 × 10⁸
Variance	46040909
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12099.7183	2	< 0.1%
7890.447955	2	< 0.1%
13910.43024	2	< 0.1%
8879.914835	2	< 0.1%
12367.56806	2	< 0.1%
31818.45799	2	< 0.1%
10417.21663	2	< 0.1%
14861.31507	2	< 0.1%
14238.25035	2	< 0.1%
10936.53653	2	< 0.1%
Other values (67431)	67443	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1114.590204	1	< 0.1%
1127.754818	1	< 0.1%
1129.708853	1	< 0.1%
1242.527961	1	< 0.1%
1246.547591	1	< 0.1%
1250.787941	1	< 0.1%
1372.686804	1	< 0.1%
1441.583282	1	< 0.1%
1525.567016	1	< 0.1%
1537.528946	1	< 0.1%

Value	Count	Frequency (%)
34999.74643	1	< 0.1%
34999.43383	1	< 0.1%
34997.89175	1	< 0.1%
34996.88747	1	< 0.1%
34995.26246	1	< 0.1%
34993.60145	1	< 0.1%
34993.49979	1	< 0.1%
34990.5952	1	< 0.1%
34988.98401	1	< 0.1%
34987.513	1	< 0.1%

Term
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	527.2 KiB

59	43780
58	22226
36	1457

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	134926
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	59
2nd row	59
3rd row	59
4th row	59
5th row	59

Common Values

Value	Count	Frequency (%)
59	43780	64.9%
58	22226	32.9%
36	1457	2.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
59	43780	64.9%
58	22226	32.9%
36	1457	2.2%

Most occurring characters

Value	Count	Frequency (%)
5	66006	48.9%
9	43780	32.4%
8	22226	16.5%
3	1457	1.1%
6	1457	1.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	134926	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
5	66006	48.9%
9	43780	32.4%
8	22226	16.5%
3	1457	1.1%
6	1457	1.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	134926	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
5	66006	48.9%
9	43780	32.4%
8	22226	16.5%
3	1457	1.1%
6	1457	1.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	134926	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
5	66006	48.9%
9	43780	32.4%
8	22226	16.5%
3	1457	1.1%
6	1457	1.1%

Interest Rate
Real number (ℝ)

Distinct	67448
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.846258

Minimum	5.3200058
Maximum	27.182348
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	527.2 KiB

Quantile statistics

Minimum	5.3200058
5-th percentile	6.1348234
Q1	9.2971472
median	11.377696
Q3	14.193533
95-th percentile	18.600114
Maximum	27.182348
Range	21.862342
Interquartile range (IQR)	4.8963859

Descriptive statistics

Standard deviation	3.7186287
Coefficient of variation (CV)	0.31390746
Kurtosis	0.1490136
Mean	11.846258
Median Absolute Deviation (MAD)	2.3790711
Skewness	0.56338284
Sum	799184.1
Variance	13.8282
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.191126068	2	< 0.1%
8.637499241	2	< 0.1%
9.996610601	2	< 0.1%
9.53034331	2	< 0.1%
11.97836961	2	< 0.1%
9.28661329	2	< 0.1%
9.031164731	2	< 0.1%
11.2653123	2	< 0.1%
17.97529763	2	< 0.1%
15.78960848	2	< 0.1%
Other values (67438)	67443	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5.320005799	1	< 0.1%
5.320159165	1	< 0.1%
5.320433439	1	< 0.1%
5.320547017	1	< 0.1%
5.321130759	1	< 0.1%
5.321256189	1	< 0.1%
5.322212834	1	< 0.1%
5.322458098	1	< 0.1%
5.322651425	1	< 0.1%
5.322937103	1	< 0.1%

Value	Count	Frequency (%)
27.18234758	1	< 0.1%
27.07000405	1	< 0.1%
27.01820329	1	< 0.1%
26.9329474	1	< 0.1%
26.92044891	1	< 0.1%
26.83306079	1	< 0.1%
26.54588757	1	< 0.1%
26.51588192	1	< 0.1%
26.32641724	1	< 0.1%
26.31597117	1	< 0.1%

Home Ownership
Real number (ℝ)

Distinct	67454
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	80541.503

Minimum	14573.537
Maximum	406561.54
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	527.2 KiB

Quantile statistics

Minimum	14573.537
5-th percentile	33448.726
Q1	51689.843
median	69335.833
Q3	94623.323
95-th percentile	168296.72
Maximum	406561.54
Range	391988
Interquartile range (IQR)	42933.479

Descriptive statistics

Standard deviation	45029.12
Coefficient of variation (CV)	0.55907972
Kurtosis	7.0277345
Mean	80541.503
Median Absolute Deviation (MAD)	20118.159
Skewness	2.1304881
Sum	5.4335714 × 10⁹
Variance	2.0276217 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
39753.81982	2	< 0.1%
71159.7124	2	< 0.1%
61831.12988	2	< 0.1%
27139.67231	2	< 0.1%
35858.04083	2	< 0.1%
91745.81071	2	< 0.1%
37623.24185	2	< 0.1%
28714.13609	2	< 0.1%
58867.57595	2	< 0.1%
30224.43666	1	< 0.1%
Other values (67444)	67444	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
14573.53717	1	< 0.1%
14652.37968	1	< 0.1%
14678.63863	1	< 0.1%
14788.61394	1	< 0.1%
14836.55226	1	< 0.1%
14859.64954	1	< 0.1%
14901.41773	1	< 0.1%
14938.0786	1	< 0.1%
14996.99281	1	< 0.1%
15013.52595	1	< 0.1%

Value	Count	Frequency (%)
406561.5364	1	< 0.1%
405697.0616	1	< 0.1%
404550.444	1	< 0.1%
401352.3764	1	< 0.1%
400877.5635	1	< 0.1%
400676.3457	1	< 0.1%
400348.8196	1	< 0.1%
399925.7864	1	< 0.1%
399103.7444	1	< 0.1%
398416.3107	1	< 0.1%

Verification Status
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	527.2 KiB

2	33036
1	18078
0	16349

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	67463
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	2
3rd row	2
4th row	2
5th row	2

Common Values

Value	Count	Frequency (%)
2	33036	49.0%
1	18078	26.8%
0	16349	24.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2	33036	49.0%
1	18078	26.8%
0	16349	24.2%

Most occurring characters

Value	Count	Frequency (%)
2	33036	49.0%
1	18078	26.8%
0	16349	24.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	67463	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	33036	49.0%
1	18078	26.8%
0	16349	24.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	67463	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	33036	49.0%
1	18078	26.8%
0	16349	24.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	67463	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	33036	49.0%
1	18078	26.8%
0	16349	24.2%

Debit to Income
Real number (ℝ)

Distinct	67454
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.299241

Minimum	0.67529909
Maximum	39.629862
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	527.2 KiB

Quantile statistics

Minimum	0.67529909
5-th percentile	10.205682
Q1	16.756416
median	22.656658
Q3	30.0484
95-th percentile	37.396621
Maximum	39.629862
Range	38.954563
Interquartile range (IQR)	13.291983

Descriptive statistics

Standard deviation	8.4518237
Coefficient of variation (CV)	0.36275104
Kurtosis	-0.90502119
Mean	23.299241
Median Absolute Deviation (MAD)	6.5435829
Skewness	0.080966764
Sum	1571836.7
Variance	71.433324
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24.97736061	2	< 0.1%
22.36852703	2	< 0.1%
18.79251904	2	< 0.1%
35.46709898	2	< 0.1%
24.50545264	2	< 0.1%
17.62506899	2	< 0.1%
27.34419347	2	< 0.1%
38.97468269	2	< 0.1%
24.41063595	2	< 0.1%
37.12728123	1	< 0.1%
Other values (67444)	67444	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.675299086	1	< 0.1%
0.763630198	1	< 0.1%
0.961457001	1	< 0.1%
1.117458713	1	< 0.1%
1.237228585	1	< 0.1%
1.300557774	1	< 0.1%
1.329297599	1	< 0.1%
1.372873946	1	< 0.1%
1.391419093	1	< 0.1%
1.397374381	1	< 0.1%

Value	Count	Frequency (%)
39.62986189	1	< 0.1%
39.62964383	1	< 0.1%
39.6278639	1	< 0.1%
39.62757603	1	< 0.1%
39.62741588	1	< 0.1%
39.62732201	1	< 0.1%
39.62731	1	< 0.1%
39.62664966	1	< 0.1%
39.62590781	1	< 0.1%
39.62567144	1	< 0.1%

Delinquency - two years
Real number (ℝ)

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.32712746

Minimum	0
Maximum	8
Zeros	52054
Zeros (%)	77.2%
Negative	0
Negative (%)	0.0%
Memory size	527.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	8
Range	8
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.80088838
Coefficient of variation (CV)	2.4482456
Kurtosis	30.676297
Mean	0.32712746
Median Absolute Deviation (MAD)	0
Skewness	4.6350213
Sum	22069
Variance	0.64142219
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	52054	77.2%
1	11736	17.4%
2	2651	3.9%
3	445	0.7%
7	252	0.4%
6	191	0.3%
5	74	0.1%
8	44	0.1%
4	16	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	52054	77.2%
1	11736	17.4%
2	2651	3.9%
3	445	0.7%
4	16	< 0.1%
5	74	0.1%
6	191	0.3%
7	252	0.4%
8	44	0.1%

Value	Count	Frequency (%)
8	44	0.1%
7	252	0.4%
6	191	0.3%
5	74	0.1%
4	16	< 0.1%
3	445	0.7%
2	2651	3.9%
1	11736	17.4%
0	52054	77.2%

Inquires - six months
Real number (ℝ)

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.14575397

Minimum	0
Maximum	5
Zeros	60486
Zeros (%)	89.7%
Negative	0
Negative (%)	0.0%
Memory size	527.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	5
Range	5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.47329129
Coefficient of variation (CV)	3.2471931
Kurtosis	15.143928
Mean	0.14575397
Median Absolute Deviation (MAD)	0
Skewness	3.711972
Sum	9833
Variance	0.22400464
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	60486	89.7%
1	4558	6.8%
2	2042	3.0%
3	320	0.5%
4	54	0.1%
5	3	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	60486	89.7%
1	4558	6.8%
2	2042	3.0%
3	320	0.5%
4	54	0.1%
5	3	< 0.1%

Value	Count	Frequency (%)
5	3	< 0.1%
4	54	0.1%
3	320	0.5%
2	2042	3.0%
1	4558	6.8%
0	60486	89.7%

Open Account
Real number (ℝ)

Distinct	36
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.266561

Minimum	2
Maximum	37
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	527.2 KiB

Quantile statistics

Minimum	2
5-th percentile	7
Q1	10
median	13
Q3	16
95-th percentile	29
Maximum	37
Range	35
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	6.2250604
Coefficient of variation (CV)	0.43633925
Kurtosis	1.821184
Mean	14.266561
Median Absolute Deviation (MAD)	3
Skewness	1.4651073
Sum	962465
Variance	38.751378
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=36)

Value	Count	Frequency (%)
12	8480	12.6%
13	7907	11.7%
11	7323	10.9%
14	6056	9.0%
10	5804	8.6%
9	4658	6.9%
15	3350	5.0%
8	3141	4.7%
16	2089	3.1%
7	1895	2.8%
Other values (26)	16760	24.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	6	< 0.1%
3	44	0.1%
4	197	0.3%
5	472	0.7%
6	1016	1.5%
7	1895	2.8%
8	3141	4.7%
9	4658	6.9%
10	5804	8.6%
11	7323	10.9%

Value	Count	Frequency (%)
37	94	0.1%
36	152	0.2%
35	231	0.3%
34	346	0.5%
33	499	0.7%
32	513	0.8%
31	564	0.8%
30	631	0.9%
29	590	0.9%
28	668	1.0%

Revolving Balance
Real number (ℝ)

Distinct	20582
Distinct (%)	30.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7699.3424

Minimum	0
Maximum	116933
Zeros	7
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	527.2 KiB

Quantile statistics

Minimum	0
5-th percentile	528
Q1	2557
median	5516
Q3	10184.5
95-th percentile	22447.5
Maximum	116933
Range	116933
Interquartile range (IQR)	7627.5

Descriptive statistics

Standard deviation	7836.1482
Coefficient of variation (CV)	1.0177685
Kurtosis	16.903173
Mean	7699.3424
Median Absolute Deviation (MAD)	3469
Skewness	2.9511352
Sum	5.1942074 × 10⁸
Variance	61405218
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1394	18	< 0.1%
3997	16	< 0.1%
311	16	< 0.1%
1202	15	< 0.1%
869	15	< 0.1%
360	15	< 0.1%
829	15	< 0.1%
1252	15	< 0.1%
574	14	< 0.1%
1428	14	< 0.1%
Other values (20572)	67310	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7	< 0.1%
1	11	< 0.1%
2	6	< 0.1%
3	7	< 0.1%
4	10	< 0.1%
5	7	< 0.1%
6	6	< 0.1%
7	7	< 0.1%
8	6	< 0.1%
9	8	< 0.1%

Value	Count	Frequency (%)
116933	1	< 0.1%
114621	1	< 0.1%
111223	1	< 0.1%
108050	1	< 0.1%
105820	1	< 0.1%
104159	1	< 0.1%
104133	1	< 0.1%
103901	1	< 0.1%
99484	1	< 0.1%
97895	1	< 0.1%

Revolving Utilities
Real number (ℝ)

Distinct	67458
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	52.889443

Minimum	0.00517236
Maximum	100.88005
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	527.2 KiB

Quantile statistics

Minimum	0.00517236
5-th percentile	11.714745
Q1	38.658825
median	54.082334
Q3	69.177117
95-th percentile	88.513405
Maximum	100.88005
Range	100.87488
Interquartile range (IQR)	30.518292

Descriptive statistics

Standard deviation	22.53945
Coefficient of variation (CV)	0.42616162
Kurtosis	-0.54489853
Mean	52.889443
Median Absolute Deviation (MAD)	15.239263
Skewness	-0.23724537
Sum	3568080.5
Variance	508.02682
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
39.61185859	2	< 0.1%
40.55837053	2	< 0.1%
91.31748448	2	< 0.1%
9.409246945	2	< 0.1%
66.65954626	2	< 0.1%
75.32411353	1	< 0.1%
70.09958645	1	< 0.1%
21.77597781	1	< 0.1%
92.26758399	1	< 0.1%
51.29358823	1	< 0.1%
Other values (67448)	67448	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.00517236	1	< 0.1%
0.021283828	1	< 0.1%
0.02999706	1	< 0.1%
0.035816294	1	< 0.1%
0.044888253	1	< 0.1%
0.051037999	1	< 0.1%
0.051458193	1	< 0.1%
0.054950741	1	< 0.1%
0.058213542	1	< 0.1%
0.05911439	1	< 0.1%

Value	Count	Frequency (%)
100.8800498	1	< 0.1%
100.8668139	1	< 0.1%
100.8586132	1	< 0.1%
100.8553354	1	< 0.1%
100.8549743	1	< 0.1%
100.8356926	1	< 0.1%
100.8355207	1	< 0.1%
100.8265117	1	< 0.1%
100.8231983	1	< 0.1%
100.798556	1	< 0.1%

Total Accounts
Real number (ℝ)

Distinct	69
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.627929

Minimum	4
Maximum	72
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	527.2 KiB

Quantile statistics

Minimum	4
5-th percentile	6
Q1	13
median	18
Q3	23
95-th percentile	33
Maximum	72
Range	68
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	8.3192464
Coefficient of variation (CV)	0.44660071
Kurtosis	1.3267531
Mean	18.627929
Median Absolute Deviation (MAD)	5
Skewness	0.73412152
Sum	1256696
Variance	69.209861
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18	3770	5.6%
17	3727	5.5%
19	3700	5.5%
20	3596	5.3%
16	3404	5.0%
21	3292	4.9%
22	3001	4.4%
15	2993	4.4%
23	2630	3.9%
14	2553	3.8%
Other values (59)	34797	51.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4	1160	1.7%
5	1329	2.0%
6	1415	2.1%
7	1768	2.6%
8	1958	2.9%
9	2083	3.1%
10	2219	3.3%
11	2155	3.2%
12	2125	3.1%
13	2238	3.3%

Value	Count	Frequency (%)
72	2	< 0.1%
71	2	< 0.1%
70	1	< 0.1%
69	1	< 0.1%
68	3	< 0.1%
67	2	< 0.1%
66	1	< 0.1%
65	8	< 0.1%
64	3	< 0.1%
63	3	< 0.1%

Initial List Status
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	527.2 KiB

0	36299
1	31164

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	67463
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	36299	53.8%
1	31164	46.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	36299	53.8%
1	31164	46.2%

Most occurring characters

Value	Count	Frequency (%)
0	36299	53.8%
1	31164	46.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	67463	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	36299	53.8%
1	31164	46.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	67463	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	36299	53.8%
1	31164	46.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	67463	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	36299	53.8%
1	31164	46.2%

Total Received Interest
Real number (ℝ)

Distinct	67451
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2068.9925

Minimum	4.7367463
Maximum	14301.368
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	527.2 KiB

Quantile statistics

Minimum	4.7367463
5-th percentile	160.09622
Q1	570.90381
median	1330.8428
Q3	2656.9568
95-th percentile	6921.6826
Maximum	14301.368
Range	14296.632
Interquartile range (IQR)	2086.053

Descriptive statistics

Standard deviation	2221.9187
Coefficient of variation (CV)	1.0739134
Kurtosis	5.1874918
Mean	2068.9925
Median Absolute Deviation (MAD)	906.32473
Skewness	2.1352431
Sum	1.3958044 × 10⁸
Variance	4936922.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
437.9250212	2	< 0.1%
2476.701276	2	< 0.1%
941.274347	2	< 0.1%
9061.050032	2	< 0.1%
607.2602052	2	< 0.1%
525.9471228	2	< 0.1%
3174.594809	2	< 0.1%
672.3328503	2	< 0.1%
453.6216698	2	< 0.1%
658.0427657	2	< 0.1%
Other values (67441)	67443	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4.736746327	1	< 0.1%
4.740085405	1	< 0.1%
5.029317935	1	< 0.1%
5.037685745	1	< 0.1%
5.121524759	1	< 0.1%
5.167160376	1	< 0.1%
5.307849325	1	< 0.1%
5.397308646	1	< 0.1%
5.486680943	1	< 0.1%
5.521208352	1	< 0.1%

Value	Count	Frequency (%)
14301.36831	1	< 0.1%
14290.59148	1	< 0.1%
14281.46799	1	< 0.1%
14258.3024	1	< 0.1%
14256.74704	1	< 0.1%
14255.15602	1	< 0.1%
14236.69012	1	< 0.1%
14227.81424	1	< 0.1%
14195.13756	1	< 0.1%
14172.13655	1	< 0.1%

Total Received Late Fee
Real number (ℝ)

Distinct	67380
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.1439686

Minimum	3.06 × 10^-6
Maximum	42.618882
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	527.2 KiB

Quantile statistics

Minimum	3.06 × 10^-6
5-th percentile	0.0042217567
Q1	0.021113871
median	0.043397546
Q3	0.071883977
95-th percentile	0.14803093
Maximum	42.618882
Range	42.618879
Interquartile range (IQR)	0.050770106

Descriptive statistics

Standard deviation	5.2443651
Coefficient of variation (CV)	4.584361
Kurtosis	25.992569
Mean	1.1439686
Median Absolute Deviation (MAD)	0.024643616
Skewness	5.0845106
Sum	77175.556
Variance	27.503365
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.037407587	2	< 0.1%
0.08816139	2	< 0.1%
0.058945258	2	< 0.1%
0.08077534	2	< 0.1%
0.030372569	2	< 0.1%
0.111829744	2	< 0.1%
9.98 × 10^-5	2	< 0.1%
0.036133219	2	< 0.1%
0.083389349	2	< 0.1%
0.050149162	2	< 0.1%
Other values (67370)	67443	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.06 × 10^-6	1	< 0.1%
3.84 × 10^-6	1	< 0.1%
5.7 × 10^-6	1	< 0.1%
1.27 × 10^-5	1	< 0.1%
1.79 × 10^-5	1	< 0.1%
1.9 × 10^-5	1	< 0.1%
2 × 10^-5	1	< 0.1%
2.07 × 10^-5	1	< 0.1%
2.3 × 10^-5	1	< 0.1%
2.38 × 10^-5	2	< 0.1%

Value	Count	Frequency (%)
42.6188823	1	< 0.1%
42.5951275	1	< 0.1%
42.58806301	1	< 0.1%
42.44903972	1	< 0.1%
42.41656912	1	< 0.1%
42.41545401	1	< 0.1%
42.38591859	1	< 0.1%
42.33250232	1	< 0.1%
42.30642544	1	< 0.1%
42.29851714	1	< 0.1%

Recoveries
Real number (ℝ)

Distinct	67387
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	59.691578

Minimum	3.56 × 10^-5
Maximum	4354.4674
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	527.2 KiB

Quantile statistics

Minimum	3.56 × 10^-5
5-th percentile	0.33131175
Q1	1.6298176
median	3.3445241
Q3	5.4537268
95-th percentile	9.1838589
Maximum	4354.4674
Range	4354.4674
Interquartile range (IQR)	3.8239093

Descriptive statistics

Standard deviation	357.02635
Coefficient of variation (CV)	5.9811846
Kurtosis	58.183685
Mean	59.691578
Median Absolute Deviation (MAD)	1.8681336
Skewness	7.3717873
Sum	4026972.9
Variance	127467.81
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.816960301	2	< 0.1%
4.764209111	2	< 0.1%
5.151216155	2	< 0.1%
6.983539658	2	< 0.1%
3.225564581	2	< 0.1%
3.772796302	2	< 0.1%
3.950778781	2	< 0.1%
2.641522989	2	< 0.1%
2.753067871	2	< 0.1%
1.013758103	2	< 0.1%
Other values (67377)	67443	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.56 × 10^-5	1	< 0.1%
9.02 × 10^-5	1	< 0.1%
0.000220811	1	< 0.1%
0.000350407	1	< 0.1%
0.000372444	1	< 0.1%
0.00042457	1	< 0.1%
0.000595908	1	< 0.1%
0.000696606	1	< 0.1%
0.000865389	1	< 0.1%
0.000882372	1	< 0.1%

Value	Count	Frequency (%)
4354.467419	1	< 0.1%
4339.261318	1	< 0.1%
4330.782063	1	< 0.1%
4325.079801	1	< 0.1%
4313.548899	1	< 0.1%
4299.375307	1	< 0.1%
4262.898182	1	< 0.1%
4254.856665	1	< 0.1%
4241.493689	1	< 0.1%
4220.932555	1	< 0.1%

Collection Recovery Fee
Real number (ℝ)

Distinct	67313
Distinct (%)	99.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.1251409

Minimum	3.62 × 10^-5
Maximum	166.833
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	527.2 KiB

Quantile statistics

Minimum	3.62 × 10^-5
5-th percentile	0.13024329
Q1	0.47625936
median	0.78014063
Q3	1.0705655
95-th percentile	1.426481
Maximum	166.833
Range	166.83296
Interquartile range (IQR)	0.59430618

Descriptive statistics

Standard deviation	3.4898845
Coefficient of variation (CV)	3.101731
Kurtosis	173.3263
Mean	1.1251409
Median Absolute Deviation (MAD)	0.29662508
Skewness	11.102131
Sum	75905.383
Variance	12.179294
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.125373051	3	< 0.1%
0.53373764	2	< 0.1%
0.792153159	2	< 0.1%
1.139062259	2	< 0.1%
0.345641963	2	< 0.1%
1.17911419	2	< 0.1%
0.577143464	2	< 0.1%
0.564290849	2	< 0.1%
1.081363446	2	< 0.1%
1.196215319	2	< 0.1%
Other values (67303)	67442	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.62 × 10^-5	1	< 0.1%
4.5 × 10^-5	1	< 0.1%
7.34 × 10^-5	1	< 0.1%
8.09 × 10^-5	1	< 0.1%
0.000144092	1	< 0.1%
0.000184412	1	< 0.1%
0.000236446	1	< 0.1%
0.000261	1	< 0.1%
0.000359239	1	< 0.1%
0.000390586	1	< 0.1%

Value	Count	Frequency (%)
166.833	1	< 0.1%
54.22278838	1	< 0.1%
53.46508418	1	< 0.1%
51.42711665	1	< 0.1%
51.04841185	1	< 0.1%
50.84705334	1	< 0.1%
50.66485507	1	< 0.1%
49.94395918	1	< 0.1%
49.85959833	1	< 0.1%
49.52562248	1	< 0.1%

Total Collection Amount
Real number (ℝ)

Distinct	2193
Distinct (%)	3.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	146.46799

Minimum	1
Maximum	16421
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	527.2 KiB

Quantile statistics

Minimum	1
5-th percentile	9
Q1	24
median	36
Q3	46
95-th percentile	496
Maximum	16421
Range	16420
Interquartile range (IQR)	22

Descriptive statistics

Standard deviation	744.38223
Coefficient of variation (CV)	5.0822179
Kurtosis	207.01677
Mean	146.46799
Median Absolute Deviation (MAD)	11
Skewness	12.910972
Sum	9881170
Variance	554104.91
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
39	1665	2.5%
37	1656	2.5%
36	1637	2.4%
41	1623	2.4%
40	1622	2.4%
35	1616	2.4%
34	1597	2.4%
33	1590	2.4%
42	1566	2.3%
32	1565	2.3%
Other values (2183)	51326	76.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	310	0.5%
2	320	0.5%
3	344	0.5%
4	390	0.6%
5	413	0.6%
6	452	0.7%
7	477	0.7%
8	533	0.8%
9	563	0.8%
10	618	0.9%

Value	Count	Frequency (%)
16421	1	< 0.1%
16385	1	< 0.1%
16086	1	< 0.1%
16013	1	< 0.1%
15956	1	< 0.1%
15916	1	< 0.1%
15895	1	< 0.1%
15663	1	< 0.1%
15460	1	< 0.1%
15459	1	< 0.1%

Total Current Balance
Real number (ℝ)

Distinct	60901
Distinct (%)	90.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	159573.93

Minimum	617
Maximum	1177412
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	527.2 KiB

Quantile statistics

Minimum	617
5-th percentile	18215.3
Q1	50379
median	118369
Q3	228375
95-th percentile	432485.9
Maximum	1177412
Range	1176795
Interquartile range (IQR)	177996

Descriptive statistics

Standard deviation	139033.25
Coefficient of variation (CV)	0.87127792
Kurtosis	3.1257696
Mean	159573.93
Median Absolute Deviation (MAD)	78486
Skewness	1.5115779
Sum	1.0765336 × 10¹⁰
Variance	1.9330243 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
51737	5	< 0.1%
36268	5	< 0.1%
69865	4	< 0.1%
51723	4	< 0.1%
44225	4	< 0.1%
82583	4	< 0.1%
85459	4	< 0.1%
34633	4	< 0.1%
40640	4	< 0.1%
40288	4	< 0.1%
Other values (60891)	67421	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
617	1	< 0.1%
623	1	< 0.1%
628	1	< 0.1%
630	1	< 0.1%
667	1	< 0.1%
681	1	< 0.1%
691	1	< 0.1%
707	1	< 0.1%
710	1	< 0.1%
798	1	< 0.1%

Value	Count	Frequency (%)
1177412	1	< 0.1%
1165601	1	< 0.1%
1157944	1	< 0.1%
1150619	1	< 0.1%
1145991	1	< 0.1%
1140709	1	< 0.1%
1128432	1	< 0.1%
1114351	1	< 0.1%
1091714	1	< 0.1%
1071342	1	< 0.1%

Total Revolving Credit Limit
Real number (ℝ)

Distinct	37708
Distinct (%)	55.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23123.006

Minimum	1000
Maximum	201169
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	527.2 KiB

Quantile statistics

Minimum	1000
5-th percentile	2723.2
Q1	8155.5
median	16733
Q3	32146.5
95-th percentile	63298.9
Maximum	201169
Range	200169
Interquartile range (IQR)	23991

Descriptive statistics

Standard deviation	20916.7
Coefficient of variation (CV)	0.90458396
Kurtosis	5.9800859
Mean	23123.006
Median Absolute Deviation (MAD)	10394
Skewness	1.9771503
Sum	1.5599473 × 10⁹
Variance	4.3750834 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5310	10	< 0.1%
7026	10	< 0.1%
6083	9	< 0.1%
4754	9	< 0.1%
5413	9	< 0.1%
5642	9	< 0.1%
7058	9	< 0.1%
12364	9	< 0.1%
4895	8	< 0.1%
11614	8	< 0.1%
Other values (37698)	67373	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1000	2	< 0.1%
1001	5	< 0.1%
1003	1	< 0.1%
1005	3	< 0.1%
1007	1	< 0.1%
1008	5	< 0.1%
1009	1	< 0.1%
1010	3	< 0.1%
1011	4	< 0.1%
1013	1	< 0.1%

Value	Count	Frequency (%)
201169	1	< 0.1%
197112	1	< 0.1%
193312	1	< 0.1%
192276	1	< 0.1%
190060	1	< 0.1%
189087	1	< 0.1%
188063	1	< 0.1%
185719	1	< 0.1%
185594	1	< 0.1%
184987	1	< 0.1%

Loan Status
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	527.2 KiB

0	61222
1	6241

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	67463
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	61222	90.7%
1	6241	9.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	61222	90.7%
1	6241	9.3%

Most occurring characters

Value	Count	Frequency (%)
0	61222	90.7%
1	6241	9.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	67463	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	61222	90.7%
1	6241	9.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	67463	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	61222	90.7%
1	6241	9.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	67463	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	61222	90.7%
1	6241	9.3%

Auto

Heatmap
Table

	Loan Amount	Funded Amount	Funded Amount Investor	Interest Rate	Home Ownership	Debit to Income	Delinquency - two years	Inquires - six months	Open Account	Revolving Balance	Revolving Utilities	Total Accounts	Total Received Interest	Total Received Late Fee	Recoveries	Collection Recovery Fee	Total Collection Amount	Total Current Balance	Total Revolving Credit Limit	Term	Verification Status	Initial List Status	Loan Status
Loan Amount	1.000	-0.001	0.002	-0.006	0.018	0.009	-0.000	0.009	0.013	-0.004	0.017	-0.002	-0.002	-0.001	0.009	0.002	-0.022	-0.011	0.001	0.000	0.025	0.000	0.006
Funded Amount	-0.001	1.000	0.016	0.004	-0.012	0.002	0.005	-0.001	0.004	-0.002	0.007	0.008	0.006	0.009	-0.003	0.019	-0.023	-0.000	0.007	0.000	0.037	0.010	0.000
Funded Amount Investor	0.002	0.016	1.000	-0.006	-0.001	-0.001	0.005	-0.005	-0.008	-0.015	-0.003	0.002	0.005	-0.002	0.004	-0.055	-0.012	0.004	0.003	0.037	0.028	0.029	0.007
Interest Rate	-0.006	0.004	-0.006	1.000	0.009	-0.011	0.004	0.015	-0.003	0.023	0.007	0.008	0.006	0.011	-0.034	0.016	-0.009	-0.002	0.016	0.026	0.008	0.007	0.008
Home Ownership	0.018	-0.012	-0.001	0.009	1.000	0.024	-0.006	0.006	0.009	0.018	-0.005	0.023	-0.009	-0.010	-0.033	-0.025	-0.025	0.012	0.009	0.061	0.013	0.023	0.000
Debit to Income	0.009	0.002	-0.001	-0.011	0.024	1.000	-0.008	0.003	0.002	-0.008	0.005	-0.005	0.007	0.012	0.006	-0.002	0.042	-0.009	-0.009	0.005	0.010	0.026	0.000
Delinquency - two years	-0.000	0.005	0.005	0.004	-0.006	-0.008	1.000	0.011	0.006	0.005	0.000	-0.005	-0.012	-0.000	-0.001	-0.001	-0.005	-0.001	0.007	0.022	0.005	0.000	0.008
Inquires - six months	0.009	-0.001	-0.005	0.015	0.006	0.003	0.011	1.000	-0.001	0.002	0.005	0.009	0.011	0.003	-0.009	0.012	-0.008	0.002	0.004	0.021	0.008	0.008	0.000
Open Account	0.013	0.004	-0.008	-0.003	0.009	0.002	0.006	-0.001	1.000	0.016	0.012	0.007	0.015	-0.009	-0.004	0.008	-0.025	-0.009	-0.000	0.035	0.026	0.063	0.012
Revolving Balance	-0.004	-0.002	-0.015	0.023	0.018	-0.008	0.005	0.002	0.016	1.000	-0.003	0.003	-0.006	0.005	-0.021	-0.012	-0.058	-0.009	0.026	0.022	0.014	0.020	0.000
Revolving Utilities	0.017	0.007	-0.003	0.007	-0.005	0.005	0.000	0.005	0.012	-0.003	1.000	-0.005	0.008	0.019	0.012	0.001	-0.021	-0.022	-0.011	0.018	0.012	0.032	0.004
Total Accounts	-0.002	0.008	0.002	0.008	0.023	-0.005	-0.005	0.009	0.007	0.003	-0.005	1.000	0.019	-0.006	-0.022	0.026	0.001	-0.003	0.031	0.007	0.015	0.025	0.005
Total Received Interest	-0.002	0.006	0.005	0.006	-0.009	0.007	-0.012	0.011	0.015	-0.006	0.008	0.019	1.000	0.025	-0.023	0.010	0.004	0.002	0.013	0.025	0.011	0.009	0.008
Total Received Late Fee	-0.001	0.009	-0.002	0.011	-0.010	0.012	-0.000	0.003	-0.009	0.005	0.019	-0.006	0.025	1.000	0.044	-0.032	0.009	0.030	0.016	0.015	0.011	0.007	0.000
Recoveries	0.009	-0.003	0.004	-0.034	-0.033	0.006	-0.001	-0.009	-0.004	-0.021	0.012	-0.022	-0.023	0.044	1.000	-0.031	-0.033	0.018	0.010	0.007	0.009	0.007	0.000
Collection Recovery Fee	0.002	0.019	-0.055	0.016	-0.025	-0.002	-0.001	0.012	0.008	-0.012	0.001	0.026	0.010	-0.032	-0.031	1.000	-0.013	-0.020	0.021	0.022	0.000	0.000	0.000
Total Collection Amount	-0.022	-0.023	-0.012	-0.009	-0.025	0.042	-0.005	-0.008	-0.025	-0.058	-0.021	0.001	0.004	0.009	-0.033	-0.013	1.000	0.029	-0.035	0.011	0.000	0.006	0.012
Total Current Balance	-0.011	-0.000	0.004	-0.002	0.012	-0.009	-0.001	0.002	-0.009	-0.009	-0.022	-0.003	0.002	0.030	0.018	-0.020	0.029	1.000	0.004	0.007	0.029	0.016	0.000
Total Revolving Credit Limit	0.001	0.007	0.003	0.016	0.009	-0.009	0.007	0.004	-0.000	0.026	-0.011	0.031	0.013	0.016	0.010	0.021	-0.035	0.004	1.000	0.014	0.000	0.016	0.006
Term	0.000	0.000	0.037	0.026	0.061	0.005	0.022	0.021	0.035	0.022	0.018	0.007	0.025	0.015	0.007	0.022	0.011	0.007	0.014	1.000	0.080	0.060	0.024
Verification Status	0.025	0.037	0.028	0.008	0.013	0.010	0.005	0.008	0.026	0.014	0.012	0.015	0.011	0.011	0.009	0.000	0.000	0.029	0.000	0.080	1.000	0.097	0.000
Initial List Status	0.000	0.010	0.029	0.007	0.023	0.026	0.000	0.008	0.063	0.020	0.032	0.025	0.009	0.007	0.007	0.000	0.006	0.016	0.016	0.060	0.097	1.000	0.013
Loan Status	0.006	0.000	0.007	0.008	0.000	0.000	0.008	0.000	0.012	0.000	0.004	0.005	0.008	0.000	0.000	0.000	0.012	0.000	0.006	0.024	0.000	0.013	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Loan Amount	Funded Amount	Funded Amount Investor	Term	Interest Rate	Home Ownership	Verification Status	Debit to Income	Delinquency - two years	Inquires - six months	Open Account	Revolving Balance	Revolving Utilities	Total Accounts	Initial List Status	Total Received Interest	Total Received Late Fee	Recoveries	Collection Recovery Fee	Total Collection Amount	Total Current Balance	Total Revolving Credit Limit
0	10000	32236	12329.362860	59	11.135007	176346.62670	0	16.284758	1	0	13	24246	74.932551	7	0	2929.646315	0.102055	2.498291	0.793724	31	311301	6619
1	3609	11940	12191.996920	59	12.237563	39833.92100	2	15.412409	0	0	12	812	78.297186	13	1	772.769385	0.036181	2.377215	0.974821	53	182610	20885
2	28276	9311	21603.224550	59	12.545884	91506.69105	2	28.137619	0	0	14	1843	2.073040	20	0	863.324396	18.778660	4.316277	1.020075	34	89801	26155
3	11170	6954	17877.155850	59	16.731201	108286.57590	2	18.043730	1	0	7	13819	67.467951	12	0	288.173196	0.044131	0.107020	0.749971	40	9189	60214
4	16890	13226	13539.926670	59	15.008300	44234.82545	2	17.209886	1	3	13	1544	85.250761	22	0	129.239553	19.306646	1294.818751	0.368953	430	126029	22579
5	34631	30203	8635.931613	36	17.246986	98957.47561	0	7.914333	3	2	16	2277	51.564476	20	0	464.818124	0.088584	5.043575	0.581688	42	51252	27480
6	30844	19773	15777.511830	59	10.731432	102391.82430	1	15.083911	0	0	11	14501	46.808804	37	0	525.738109	0.083528	3.167937	0.553076	3388	42069	31068
7	20744	10609	7645.014802	58	13.993688	61723.52014	0	29.829715	0	0	14	13067	23.936624	33	0	1350.245212	0.044965	0.098448	0.047589	48	184909	43303
8	9299	11238	13429.456610	59	11.178457	63205.09072	1	26.244710	0	0	6	549	15.947386	17	0	4140.198978	0.017106	0.530214	0.216985	26	68126	7482
9	19232	8962	7004.097481	58	5.520413	42015.46586	2	10.048549	1	0	11	1361	35.073345	30	1	2149.666963	0.008338	2.912215	0.886864	35	71650	14871

	Loan Amount	Funded Amount	Funded Amount Investor	Term	Interest Rate	Home Ownership	Verification Status	Debit to Income	Delinquency - two years	Open Account	Revolving Balance	Revolving Utilities	Total Accounts	Initial List Status	Total Received Interest	Total Received Late Fee	Recoveries	Collection Recovery Fee	Total Collection Amount	Total Current Balance	Total Revolving Credit Limit	Loan Status
67453	31161	16000	8386.746929	59	6.524646	81220.63670	2	34.387740	0	9	505	51.613314	22	1	1057.826002	0.006861	1.109081	0.942539	39	92043	9705	0
67454	9712	25896	8740.589841	58	14.729811	39889.60578	0	29.475335	0	11	263	25.113762	19	1	2934.540277	0.028737	0.255695	1.083093	18	311173	46724	0
67455	5127	16956	13917.485220	59	19.388683	99748.53668	2	33.622294	0	10	1296	49.160800	18	1	265.479968	0.093146	1.805152	1.085486	39	4398	116219	0
67456	11703	19736	9972.202696	59	11.430757	50548.01172	2	32.637618	0	14	7787	7.360718	24	1	380.907394	0.067863	1.233240	0.778051	31	74453	9771	0
67457	11440	17672	22965.762900	59	15.025260	76128.78634	1	21.929698	0	8	5260	12.080662	7	0	2258.038712	0.010722	0.061096	0.325564	38	859647	21468	0
67458	13601	6848	13175.285830	59	9.408858	83961.15003	1	28.105127	1	13	4112	97.779389	19	0	1978.945960	0.023478	564.614852	0.865230	48	181775	34301	1
67459	8323	11046	15637.463010	59	9.972104	65491.12817	2	17.694279	0	12	9737	15.690703	14	0	3100.803125	0.027095	2.015494	1.403368	37	22692	8714	0
67460	15897	32921	12329.457750	59	19.650943	34813.96985	1	10.295774	0	7	2195	1.500090	9	0	2691.995532	0.028212	5.673092	1.607093	17	176857	42330	0
67461	16567	4975	21353.684650	59	13.169095	96938.83564	0	7.614624	0	14	1172	68.481882	15	1	3659.334202	0.074508	1.157454	0.207608	61	361339	39075	0
67462	15353	29875	14207.448600	59	16.034631	105123.15580	1	16.052112	0	30	8762	81.692328	16	1	1324.255922	0.000671	1.856480	0.366386	47	196960	66060	0

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample